shuttle

Dataset statistics

Number of variables	10
Number of observations	58000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.4 MiB
Average record size in memory	80.0 B

Variable types

NUM	10

Reproduction

Analysis started	2020-08-25 01:51:36.003331
Analysis finished	2020-08-25 01:51:53.993236
Duration	17.99 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`A8` is highly correlated with `A5`	High correlation
`A5` is highly correlated with `A8`	High correlation
`A4` is highly skewed (γ1 = 31.68785333)	Skewed
`A6` is highly skewed (γ1 = -21.86181042)	Skewed
`A2` has 35878 (61.9%) zeros	Zeros
`A4` has 38055 (65.6%) zeros	Zeros
`A5` has 706 (1.2%) zeros	Zeros
`A6` has 18420 (31.8%) zeros	Zeros
`A9` has 20134 (34.7%) zeros	Zeros

A1
Real number (ℝ_≥0)

Distinct count	76
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	48.23829310344828
Minimum	27.0
Maximum	126.0
Zeros	0
Zeros (%)	0.0%
Memory size	453.2 KiB

Quantile statistics

Minimum	27
5-th percentile	37
Q1	38
median	45
Q3	55
95-th percentile	79
Maximum	126
Range	99
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	12.23808169
Coefficient of variation (CV)	0.2537005541
Kurtosis	6.50879166
Mean	48.2382931
Median Absolute Deviation (MAD)	8
Skewness	2.180838482
Sum	2797821
Variance	149.7706435

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
37	13308	22.9%
55	5949	10.3%
56	5658	9.8%
41	3299	5.7%
45	3251	5.6%
44	2596	4.5%
49	2439	4.2%
43	2438	4.2%
46	2302	4.0%
51	1802	3.1%
53	1700	2.9%
42	1379	2.4%
38	1285	2.2%
47	1175	2.0%
48	1150	2.0%
39	923	1.6%
50	840	1.4%
52	782	1.3%
40	622	1.1%
54	424	0.7%
81	382	0.7%
58	340	0.6%
82	326	0.6%
57	319	0.5%
79	316	0.5%
Other values (51)	2995	5.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
27	3	< 0.1%
36	61	0.1%
37	13308	22.9%
38	1285	2.2%
39	923	1.6%
40	622	1.1%
41	3299	5.7%
42	1379	2.4%
43	2438	4.2%
44	2596	4.5%

Value	Count	Frequency (%)
126	1	< 0.1%
123	8	< 0.1%
121	1	< 0.1%
120	2	< 0.1%
116	3	< 0.1%
114	1	< 0.1%
111	1	< 0.1%
108	28	< 0.1%
107	72	0.1%
106	87	0.1%

A2
Real number (ℝ)

ZEROS

Distinct count	206
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.019448275862068966
Minimum	-4821.0
Maximum	5075.0
Zeros	35878
Zeros (%)	61.9%
Memory size	453.2 KiB

Quantile statistics

Minimum	-4821
5-th percentile	-4
Q1	0
median	0
Q3	0
95-th percentile	4
Maximum	5075
Range	9896
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	77.95803508
Coefficient of variation (CV)	-4008.480527
Kurtosis	2647.317448
Mean	-0.01944827586
Median Absolute Deviation (MAD)	0
Skewness	6.438145983
Sum	-1128
Variance	6077.455233

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	35878	61.9%
-1	3828	6.6%
1	3713	6.4%
2	2225	3.8%
-2	2210	3.8%
3	2023	3.5%
4	1692	2.9%
5	1556	2.7%
-3	1520	2.6%
-4	1386	2.4%
-5	1247	2.1%
6	59	0.1%
-6	54	0.1%
-8	32	0.1%
7	24	< 0.1%
-7	22	< 0.1%
8	19	< 0.1%
-11	16	< 0.1%
9	16	< 0.1%
-10	15	< 0.1%
-9	14	< 0.1%
-13	11	< 0.1%
-42	11	< 0.1%
-27	11	< 0.1%
-33	10	< 0.1%
Other values (181)	408	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4821	1	< 0.1%
-4624	1	< 0.1%
-4475	1	< 0.1%
-4184	1	< 0.1%
-4048	1	< 0.1%
-3700	1	< 0.1%
-3161	1	< 0.1%
-2544	1	< 0.1%
-2460	1	< 0.1%
-1865	1	< 0.1%

Value	Count	Frequency (%)
5075	1	< 0.1%
4903	1	< 0.1%
4692	1	< 0.1%
4501	1	< 0.1%
4400	1	< 0.1%
4254	1	< 0.1%
3447	1	< 0.1%
3328	1	< 0.1%
3049	1	< 0.1%
2561	1	< 0.1%

A3
Real number (ℝ_≥0)

Distinct count	51
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	85.34912068965517
Minimum	21.0
Maximum	149.0
Zeros	0
Zeros (%)	0.0%
Memory size	453.2 KiB

Quantile statistics

Minimum	21
5-th percentile	76
Q1	79
median	83
Q3	89
95-th percentile	106
Maximum	149
Range	128
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	8.902768762
Coefficient of variation (CV)	0.1043100232
Kurtosis	0.543597328
Mean	85.34912069
Median Absolute Deviation (MAD)	5
Skewness	1.096128712
Sum	4950249
Variance	79.25929163

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
77	6100	10.5%
81	4860	8.4%
79	4631	8.0%
86	4389	7.6%
76	3935	6.8%
83	3402	5.9%
78	2898	5.0%
84	2392	4.1%
80	2381	4.1%
88	2319	4.0%
82	2151	3.7%
97	1720	3.0%
95	1695	2.9%
87	1541	2.7%
96	1231	2.1%
85	1230	2.1%
106	1153	2.0%
75	961	1.7%
93	806	1.4%
90	790	1.4%
92	758	1.3%
108	749	1.3%
98	635	1.1%
89	625	1.1%
104	623	1.1%
Other values (26)	4025	6.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
21	1	< 0.1%
29	2	< 0.1%
40	1	< 0.1%
44	1	< 0.1%
64	2	< 0.1%
71	15	< 0.1%
72	26	< 0.1%
73	14	< 0.1%
74	183	0.3%
75	961	1.7%

Value	Count	Frequency (%)
149	1	< 0.1%
141	1	< 0.1%
118	1	< 0.1%
113	60	0.1%
112	49	0.1%
111	136	0.2%
110	94	0.2%
109	405	0.7%
108	749	1.3%
107	558	1.0%

A4
Real number (ℝ)

SKEWED
ZEROS

Distinct count	137
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.25967241379310346
Minimum	-3939.0
Maximum	3830.0
Zeros	38055
Zeros (%)	65.6%
Memory size	453.2 KiB

Quantile statistics

Minimum	-3939
5-th percentile	-4
Q1	0
median	0
Q3	0
95-th percentile	5
Maximum	3830
Range	7769
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	36.5215156
Coefficient of variation (CV)	140.6445724
Kurtosis	7698.224846
Mean	0.2596724138
Median Absolute Deviation (MAD)	0
Skewness	31.68785333
Sum	15061
Variance	1333.821102

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	38055	65.6%
-1	2886	5.0%
1	2255	3.9%
-2	2059	3.5%
2	1672	2.9%
-3	1593	2.7%
3	1277	2.2%
-4	1086	1.9%
4	1038	1.8%
5	964	1.7%
6	890	1.5%
-6	885	1.5%
-5	845	1.5%
-7	792	1.4%
8	762	1.3%
7	523	0.9%
-8	58	0.1%
9	26	< 0.1%
-9	18	< 0.1%
-10	17	< 0.1%
-12	16	< 0.1%
-11	16	< 0.1%
10	15	< 0.1%
13	13	< 0.1%
-13	13	< 0.1%
Other values (112)	226	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3939	1	< 0.1%
-2044	1	< 0.1%
-1108	1	< 0.1%
-674	1	< 0.1%
-587	1	< 0.1%
-495	1	< 0.1%
-478	1	< 0.1%
-362	1	< 0.1%
-318	1	< 0.1%
-273	1	< 0.1%

Value	Count	Frequency (%)
3830	1	< 0.1%
3743	1	< 0.1%
2674	1	< 0.1%
2565	1	< 0.1%
2006	1	< 0.1%
1751	1	< 0.1%
1167	1	< 0.1%
769	1	< 0.1%
737	1	< 0.1%
692	1	< 0.1%

A5
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count	54
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	34.54986206896552
Minimum	-188.0
Maximum	436.0
Zeros	706
Zeros (%)	1.2%
Memory size	453.2 KiB

Quantile statistics

Minimum	-188
5-th percentile	-10
Q1	26
median	42
Q3	46
95-th percentile	56
Maximum	436
Range	624
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	21.66013857
Coefficient of variation (CV)	0.6269240243
Kurtosis	8.547202399
Mean	34.54986207
Median Absolute Deviation (MAD)	8
Skewness	-1.162427473
Sum	2003892
Variance	469.1616028

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
46	6705	11.6%
42	6240	10.8%
44	5947	10.3%
38	4567	7.9%
50	4162	7.2%
54	3205	5.5%
52	3084	5.3%
36	2257	3.9%
56	1733	3.0%
34	1572	2.7%
28	1418	2.4%
26	1222	2.1%
24	1182	2.0%
20	1177	2.0%
30	1033	1.8%
18	934	1.6%
16	818	1.4%
8	815	1.4%
10	809	1.4%
12	762	1.3%
-2	710	1.2%
6	709	1.2%
0	706	1.2%
-4	691	1.2%
70	533	0.9%
Other values (29)	5009	8.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-188	4	< 0.1%
-160	1	< 0.1%
-100	2	< 0.1%
-46	66	0.1%
-42	326	0.6%
-40	464	0.8%
-38	71	0.1%
-36	67	0.1%
-32	68	0.1%
-30	78	0.1%

Value	Count	Frequency (%)
436	2	< 0.1%
336	2	< 0.1%
310	1	< 0.1%
98	1	< 0.1%
72	357	0.6%
70	533	0.9%
68	89	0.2%
64	96	0.2%
62	154	0.3%
60	223	0.4%

A6
Real number (ℝ)

SKEWED
ZEROS

Distinct count	299
Unique (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.6081896551724137
Minimum	-26739.0
Maximum	15164.0
Zeros	18420
Zeros (%)	31.8%
Memory size	453.2 KiB

Quantile statistics

Minimum	-26739
5-th percentile	-23
Q1	-5
median	0
Q3	5
95-th percentile	24
Maximum	15164
Range	41903
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	217.5976752
Coefficient of variation (CV)	135.3059787
Kurtosis	5979.233609
Mean	1.608189655
Median Absolute Deviation (MAD)	5
Skewness	-21.86181042
Sum	93275
Variance	47348.74824

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	18420	31.8%
-1	1333	2.3%
1	1316	2.3%
-4	1236	2.1%
-3	1193	2.1%
-2	1161	2.0%
-6	1122	1.9%
6	1092	1.9%
3	1078	1.9%
5	1077	1.9%
2	1073	1.8%
4	1026	1.8%
-5	1001	1.7%
7	877	1.5%
-7	840	1.4%
8	809	1.4%
9	794	1.4%
-8	783	1.4%
11	730	1.3%
10	728	1.3%
-9	703	1.2%
-10	694	1.2%
-11	691	1.2%
12	681	1.2%
14	672	1.2%
Other values (274)	16870	29.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-26739	1	< 0.1%
-13839	1	< 0.1%
-12809	1	< 0.1%
-11042	1	< 0.1%
-10453	1	< 0.1%
-8392	1	< 0.1%
-4141	1	< 0.1%
-2944	1	< 0.1%
-2385	1	< 0.1%
-2377	1	< 0.1%

Value	Count	Frequency (%)
15164	1	< 0.1%
13148	1	< 0.1%
12588	1	< 0.1%
12169	1	< 0.1%
11749	1	< 0.1%
9931	1	< 0.1%
8098	1	< 0.1%
7973	1	< 0.1%
6339	1	< 0.1%
4910	1	< 0.1%

A7
Real number (ℝ)

Distinct count	86
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	37.09231034482759
Minimum	-48.0
Maximum	105.0
Zeros	0
Zeros (%)	0.0%
Memory size	453.2 KiB

Quantile statistics

Minimum	-48
5-th percentile	4
Q1	32
median	39
Q3	42
95-th percentile	61
Maximum	105
Range	153
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	13.11142808
Coefficient of variation (CV)	0.3534810303
Kurtosis	1.62177146
Mean	37.09231034
Median Absolute Deviation (MAD)	5
Skewness	-0.3684014245
Sum	2151354
Variance	171.9095462

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
40	4830	8.3%
41	4145	7.1%
42	3416	5.9%
39	3250	5.6%
38	2791	4.8%
43	2653	4.6%
37	2522	4.3%
35	2067	3.6%
36	2053	3.5%
33	1687	2.9%
34	1545	2.7%
32	1372	2.4%
31	1340	2.3%
22	1328	2.3%
4	1321	2.3%
44	1202	2.1%
45	1195	2.1%
23	1132	2.0%
30	1086	1.9%
25	1064	1.8%
46	996	1.7%
28	960	1.7%
21	928	1.6%
29	882	1.5%
26	870	1.5%
Other values (61)	11365	19.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-48	1	< 0.1%
-43	2	< 0.1%
-27	1	< 0.1%
-26	2	< 0.1%
-19	1	< 0.1%
-18	8	< 0.1%
-16	1	< 0.1%
-15	1	< 0.1%
-10	3	< 0.1%
-8	1	< 0.1%

Value	Count	Frequency (%)
105	1	< 0.1%
104	1	< 0.1%
75	2	< 0.1%
73	10	< 0.1%
72	50	0.1%
71	149	0.3%
70	86	0.1%
69	518	0.9%
68	428	0.7%
67	477	0.8%

A8
Real number (ℝ)

HIGH CORRELATION

Distinct count	123
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	50.88455172413793
Minimum	-353.0
Maximum	270.0
Zeros	0
Zeros (%)	0.0%
Memory size	453.2 KiB

Quantile statistics

Minimum	-353
5-th percentile	29
Q1	37
median	44
Q3	60
95-th percentile	94
Maximum	270
Range	623
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	21.41805059
Coefficient of variation (CV)	0.4209145972
Kurtosis	8.41627801
Mean	50.88455172
Median Absolute Deviation (MAD)	10
Skewness	1.06620442
Sum	2951304
Variance	458.7328912

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
37	2772	4.8%
39	2703	4.7%
41	2600	4.5%
35	2408	4.2%
44	1993	3.4%
42	1988	3.4%
32	1901	3.3%
34	1689	2.9%
46	1640	2.8%
43	1525	2.6%
40	1500	2.6%
30	1446	2.5%
38	1343	2.3%
36	1337	2.3%
48	1320	2.3%
33	1254	2.2%
45	1071	1.8%
49	961	1.7%
50	941	1.6%
55	853	1.5%
51	814	1.4%
28	798	1.4%
29	786	1.4%
31	773	1.3%
57	744	1.3%
Other values (98)	20840	35.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-353	2	< 0.1%
-258	2	< 0.1%
-191	1	< 0.1%
-14	1	< 0.1%
4	1	< 0.1%
16	1	< 0.1%
20	1	< 0.1%
21	8	< 0.1%
22	49	0.1%
23	209	0.4%

Value	Count	Frequency (%)
270	1	< 0.1%
269	1	< 0.1%
265	2	< 0.1%
240	1	< 0.1%
184	2	< 0.1%
131	3	< 0.1%
130	45	0.1%
129	28	< 0.1%
128	157	0.3%
127	65	0.1%

A9
Real number (ℝ)

ZEROS

Distinct count	77
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	13.932413793103448
Minimum	-356.0
Maximum	266.0
Zeros	20134
Zeros (%)	34.7%
Memory size	453.2 KiB

Quantile statistics

Minimum	-356
5-th percentile	0
Q1	0
median	2
Q3	14
95-th percentile	78
Maximum	266
Range	622
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	25.61401796
Coefficient of variation (CV)	1.838447978
Kurtosis	8.438483988
Mean	13.93241379
Median Absolute Deviation (MAD)	2
Skewness	2.243243705
Sum	808080
Variance	656.0779162

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	20134	34.7%
2	14758	25.4%
6	1775	3.1%
8	1731	3.0%
4	1694	2.9%
14	1540	2.7%
12	1255	2.2%
16	1120	1.9%
10	881	1.5%
32	819	1.4%
34	730	1.3%
18	707	1.2%
22	635	1.1%
24	595	1.0%
30	592	1.0%
40	555	1.0%
26	473	0.8%
28	469	0.8%
36	458	0.8%
42	415	0.7%
56	319	0.5%
20	318	0.5%
46	294	0.5%
58	289	0.5%
60	278	0.5%
Other values (52)	5166	8.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-356	2	< 0.1%
-298	2	< 0.1%
-264	1	< 0.1%
-18	1	< 0.1%
-14	3	< 0.1%
-12	2	< 0.1%
-2	1	< 0.1%
0	20134	34.7%
2	14758	25.4%
4	1694	2.9%

Value	Count	Frequency (%)
266	1	< 0.1%
244	1	< 0.1%
242	1	< 0.1%
226	1	< 0.1%
196	1	< 0.1%
180	2	< 0.1%
126	56	0.1%
124	182	0.3%
122	176	0.3%
120	212	0.4%

target
Real number (ℝ_≥0)

Distinct count	7
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.6947758620689655
Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Memory size	453.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	5
Maximum	7
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.350960336
Coefficient of variation (CV)	0.7971321558
Kurtosis	0.448393212
Mean	1.694775862
Median Absolute Deviation (MAD)	0
Skewness	1.502523229
Sum	98297
Variance	1.825093831

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	45586	78.6%
4	8903	15.3%
5	3267	5.6%
3	171	0.3%
2	50	0.1%
7	13	< 0.1%
6	10	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	45586	78.6%
2	50	0.1%
3	171	0.3%
4	8903	15.3%
5	3267	5.6%
6	10	< 0.1%
7	13	< 0.1%

Value	Count	Frequency (%)
7	13	< 0.1%
6	10	< 0.1%
5	3267	5.6%
4	8903	15.3%
3	171	0.3%
2	50	0.1%
1	45586	78.6%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	A1	A2	A3	A4	A5	A6	A7	A8	A9	target
0	50.0	21.0	77.0	0.0	28.0	0.0	27.0	48.0	22.0	2
1	55.0	0.0	92.0	0.0	0.0	26.0	36.0	92.0	56.0	4
2	53.0	0.0	82.0	0.0	52.0	-5.0	29.0	30.0	2.0	1
3	37.0	0.0	76.0	0.0	28.0	18.0	40.0	48.0	8.0	1
4	37.0	0.0	79.0	0.0	34.0	-26.0	43.0	46.0	2.0	1
5	85.0	0.0	88.0	-4.0	6.0	1.0	3.0	83.0	80.0	5
6	56.0	0.0	81.0	0.0	-4.0	11.0	25.0	86.0	62.0	4
7	55.0	-1.0	95.0	-3.0	54.0	-4.0	40.0	41.0	2.0	1
8	53.0	8.0	77.0	0.0	28.0	0.0	23.0	48.0	24.0	4
9	37.0	0.0	101.0	-7.0	28.0	0.0	64.0	73.0	8.0	1

Last rows

	A1	A2	A3	A4	A5	A6	A7	A8	A9	target
57990	38.0	2.0	79.0	0.0	38.0	18.0	42.0	41.0	0.0	1
57991	101.0	0.0	102.0	0.0	70.0	-3.0	1.0	33.0	32.0	5
57992	39.0	-2.0	80.0	-4.0	38.0	0.0	41.0	41.0	0.0	1
57993	43.0	0.0	81.0	1.0	42.0	-9.0	37.0	39.0	2.0	1
57994	49.0	0.0	87.0	0.0	46.0	-12.0	38.0	41.0	2.0	1
57995	80.0	0.0	84.0	0.0	-36.0	-29.0	4.0	120.0	116.0	5
57996	55.0	0.0	81.0	0.0	-20.0	25.0	26.0	102.0	76.0	4
57997	55.0	0.0	77.0	0.0	12.0	-22.0	22.0	65.0	42.0	4
57998	37.0	0.0	103.0	0.0	18.0	-16.0	66.0	85.0	20.0	1
57999	56.0	2.0	98.0	0.0	52.0	1.0	42.0	46.0	4.0	4

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows